Source code for tvb.simulator.backend.base
# -*- coding: utf-8 -*-
#
#
# TheVirtualBrain-Scientific Package. This package holds all simulators, and
# analysers necessary to run brain-simulations. You can use it stand alone or
# in conjunction with TheVirtualBrain-Framework Package. See content of the
# documentation-folder for more details. See also http://www.thevirtualbrain.org
#
# (c) 2012-2023, Baycrest Centre for Geriatric Care ("Baycrest") and others
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# This program is free software: you can redistribute it and/or modify it under the
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# CITATION:
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"""
Simulator backends provide pluggable numerical implementations,
allowing for different implementations or strategies.
- Follows roughly the DAO pattern which isolates the service layer from database API
- current simulator+datatypes is the compute "service"
- backends back the compute service
- service layer passes traited types into backend
- backend handles the translation to a particular compute api (numpy, tf)
- Isolates array creation, tracing, assist switching in float32
- 'Service' layer receives closures or generator
- Backend specifies preferred types and array creation routines
- Components can then be associated with a backend, e.g.
- nest component uses nest backend
- field component uses shtns backend
- Multibackend-multicomponents need conversions done
"""
[docs]class BaseBackend:
"Type tag for backends."
[docs] @staticmethod
def default(self):
"Get default backend."
# TODO later allow for configuration
from .ref import ReferenceBackend
return ReferenceBackend()